Bandwidth Selection for Kernel-Based Classification

被引：0

作者：

Lindenbaum, Ofir ^{[1
]}

Yeredor, Arie ^{[1
]}

Averbuch, Amir ^{[1
]}

机构：

[1] Tel Aviv Univ, Sch Elect Engn, IL-69978 Tel Aviv, Israel

来源：

2016 IEEE INTERNATIONAL CONFERENCE ON THE SCIENCE OF ELECTRICAL ENGINEERING (ICSEE) | 2016年

关键词：

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Dimensionality reduction is an essential step in various machine learning tasks. Applying classification algorithms to the reduced space is often more efficient and accurate. We focus on kernel based dimensionality reduction techniques, and propose to set the bandwidth such that a coherent mapping is extracted. The proposed framework is simulated on artificial and real dataset, results show a high correlation between optimal classification rates and the proposed bandwidth.

引用

页数：5

共 50 条

[1] Texture classification using feature selection and kernel-based techniques
Carlos Fernandez-Lozano
Jose A. Seoane
Marcos Gestal
Tom R. Gaunt
Julian Dorado
Colin Campbell
[J]. Soft Computing, 2015, 19 : 2469 - 2480
[2] Texture classification using feature selection and kernel-based techniques
Fernandez-Lozano, Carlos
Seoane, Jose A.
Gestal, Marcos
Gaunt, Tom R.
Dorado, Julian
Campbell, Colin
[J]. SOFT COMPUTING, 2015, 19 (09) : 2469 - 2480
[3] Kernel-based audio classification
Li, Xiao-Li
Du, Zhen-Long
Zhang, Ya-Fen
[J]. PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2006, : 3313 - +
[4] A Kernel-Based Feature Selection Method for SVM With RBF Kernel for Hyperspectral Image Classification
Kuo, Bor-Chen
Ho, Hsin-Hua
Li, Cheng-Hsuan
Hung, Chih-Cheng
Taur, Jin-Shiuh
[J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2014, 7 (01) : 317 - 326
[5] A Kernel-Based Multivariate Feature Selection Method for Microarray Data Classification
Sun, Shiquan
Peng, Qinke
Shakoor, Adnan
[J]. PLOS ONE, 2014, 9 (07):
[6] A Novel Kernel-based Gene Selection and Classification Scheme for Microarray Data
Huang, Hsiao-Yun
Chang, Hui-Yi
Liu, Jeng-Fu
[J]. 6TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS, AND THE 13TH INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS, 2012, : 1679 - 1683
[7] A New Kernel-based Classification Algorithm
Zhou, Xiaofei
Jiang, Wenhan
Tian, Yingjie
Zhang, Peng
Nie, Guangli
Shi, Yong
[J]. 2009 9TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING, 2009, : 1094 - +
[8] Online kernel-based classification by projections
Slavakis, Konstantinos
Theodoridis, Sergios
Yamada, Isao
[J]. 2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL II, PTS 1-3, 2007, : 425 - +
[9] Kernel Stability for Model Selection in Kernel-Based Algorithms
Liu, Yong
Liao, Shizhong
Zhang, Hua
Ren, Wenqi
Wang, Weiping
[J]. IEEE TRANSACTIONS ON CYBERNETICS, 2021, 51 (12) : 5647 - 5658
[10] Kernel-based mixture models for classification
Alejandro Murua
Nicolas Wicker
[J]. Computational Statistics, 2015, 30 : 317 - 344

← 1 2 3 4 5 →